model-validation-and-uncertainty
CommunityRigorous model validation and uncertainty mapping.
Authorbaratadiego
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Evaluates and quantifies the performance and reliability of predictive ecological models by computing standard metrics, evaluating calibration, and mapping uncertainty across predictions.
Core Features & Use Cases
- Comprehensive performance metrics: AUC-ROC, TSS, calibration curves, and threshold analysis for SDMs, occupancy models, and ensemble projections.
- External validation & transferability: supports application to independent datasets or different time periods to assess generalization.
- Uncertainty quantification & visualization: provides bootstrap/ensemble uncertainty maps and a narrative validation report.
Quick Start
Provide a fitted model object and an independent validation dataset to run the evaluation and generate the diagnostic outputs.
Dependency Matrix
Required Modules
numpypandasmatplotlibscikit-learn
Components
scripts
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: model-validation-and-uncertainty Download link: https://github.com/baratadiego/ecological-agent-skills/archive/main.zip#model-validation-and-uncertainty Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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